IDEAS home Printed from https://ideas.repec.org/a/spr/snopef/v4y2023i2d10.1007_s43069-023-00219-2.html
   My bibliography  Save this article

Productivity in Sub-Saharan Africa’s Agricultural Sector: An Application of Data Envelopment Analysis and Regression Analysis

Author

Listed:
  • Ayodotun Stephen Ibidunni

    (Chrisland University
    Shaveh Consulting
    Covenant University)

  • Uchechukwu Emena Okorie

    (Covenant University
    Covenant University, Ogun State)

  • Busola Kehinde

    (Covenant University, Ogun State)

  • Obindah Gershon

    (Covenant University
    Covenant University, Ogun State)

  • Joachim Abolaji Abiodun

    (Federal University of Agriculture Abeokuta, Ogun State)

Abstract

This study is a cross-country analysis of the productivity of the agricultural sector of sub-Saharan Africa (SSA) countries between the periods of 2010 and 2017. The study adopted a descriptive design. The sample size includes thirty-eight (38) sub-Saharan African nations. Data gathering for this study involved collecting agricultural input and output factors spanning 2010–2017 from the World Bank and United Nations reports. The study used Data Envelopment Analysis (DEA) and panel regression analysis to identify and benchmark efficiency scores for each of the decision-making units (38 SSA Countries) and to determine specific resources that make the most significant contributions to productive outputs included in the study. The results reveal that 9 SSA countries (representing 23.68%) were fully technically efficient in using agricultural inputs to generate outputs within 2010–2017. A few other countries were technically efficient only for a short period of 2010–2013. The statistical results also show that some SSA countries were technically inefficient from 2010 to 2013, but from 2014 to 2017, they constantly maintained technical efficiency. Following the findings, the study established critical implications for advancing the theory and practice of agricultural productivity.

Suggested Citation

  • Ayodotun Stephen Ibidunni & Uchechukwu Emena Okorie & Busola Kehinde & Obindah Gershon & Joachim Abolaji Abiodun, 2023. "Productivity in Sub-Saharan Africa’s Agricultural Sector: An Application of Data Envelopment Analysis and Regression Analysis," SN Operations Research Forum, Springer, vol. 4(2), pages 1-29, June.
  • Handle: RePEc:spr:snopef:v:4:y:2023:i:2:d:10.1007_s43069-023-00219-2
    DOI: 10.1007/s43069-023-00219-2
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s43069-023-00219-2
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s43069-023-00219-2?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Mita Bagchi & Sanzidur Rahman & Yao Shunbo, 2019. "Growth in Agricultural Productivity and Its Components in Bangladeshi Regions (1987–2009): An Application of Bootstrapped Data Envelopment Analysis (DEA)," Economies, MDPI, vol. 7(2), pages 1-16, May.
    2. Ozturk, Ilhan, 2017. "The dynamic relationship between agricultural sustainability and food-energy-water poverty in a panel of selected Sub-Saharan African Countries," Energy Policy, Elsevier, vol. 107(C), pages 289-299.
    3. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    4. Herrmann, Raoul T., 2017. "Large-Scale Agricultural Investments and Smallholder Welfare: A Comparison of Wage Labor and Outgrower Channels in Tanzania," World Development, Elsevier, vol. 90(C), pages 294-310.
    5. Johnson, Andrew L. & Kuosmanen, Timo, 2012. "One-stage and two-stage DEA estimation of the effects of contextual variables," European Journal of Operational Research, Elsevier, vol. 220(2), pages 559-570.
    6. Kareem, Olayinka Idowu, 2018. "The determinants of large-scale land investments in Africa," Land Use Policy, Elsevier, vol. 75(C), pages 180-190.
    7. Seiford, Lawrence M. & Thrall, Robert M., 1990. "Recent developments in DEA : The mathematical programming approach to frontier analysis," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 7-38.
    8. Dzanku, Fred Mawunyo, 2019. "Food security in rural sub-Saharan Africa: Exploring the nexus between gender, geography and off-farm employment," World Development, Elsevier, vol. 113(C), pages 26-43.
    9. F. Djoumessi, Yannick, 2016. "Green Agricultural Productivity Growth and Convergence in sub-Saharan Africa," MPRA Paper 79525, University Library of Munich, Germany, revised 11 Dec 2016.
    10. Ufua, Daniel E. & Papadopoulos, Thanos & Midgley, Gerald, 2018. "Systemic Lean Intervention: Enhancing Lean with Community Operational Research," European Journal of Operational Research, Elsevier, vol. 268(3), pages 1134-1148.
    11. Muraoka, Rie & Jin, Songqing & Jayne, T.S., 2018. "Land access, land rental and food security: Evidence from Kenya," Land Use Policy, Elsevier, vol. 70(C), pages 611-622.
    12. Vlontzos, G. & Pardalos, P.M., 2017. "Assess and prognosticate green house gas emissions from agricultural production of EU countries, by implementing, DEA Window analysis and artificial neural networks," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 155-162.
    13. Dorosh, Paul & Thurlow, James, 2018. "Beyond Agriculture Versus Non-Agriculture: Decomposing Sectoral Growth–Poverty Linkages in Five African Countries," World Development, Elsevier, vol. 109(C), pages 440-451.
    14. Chakamera, Chengete & Alagidede, Paul, 2018. "Electricity crisis and the effect of CO2 emissions on infrastructure-growth nexus in Sub Saharan Africa," Renewable and Sustainable Energy Reviews, Elsevier, vol. 94(C), pages 945-958.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Yao Wei & Fanglei Zhong & Xijing Luo & Penglong Wang & Xiaoyu Song, 2021. "Ways to Improve the Productivity of Oasis Agriculture: Increasing the Scale of Household Production and Human Capital? A Case Study on Seed Maize Production in Northwest China," Agriculture, MDPI, vol. 11(12), pages 1-18, December.
    2. Liu, John S. & Lu, Louis Y.Y. & Lu, Wen-Min, 2016. "Research fronts in data envelopment analysis," Omega, Elsevier, vol. 58(C), pages 33-45.
    3. Helmi Hammami & Thanh Ngo & David Tripe & Dinh-Tri Vo, 2022. "Ranking with a Euclidean common set of weights in data envelopment analysis: with application to the Eurozone banking sector," Annals of Operations Research, Springer, vol. 311(2), pages 675-694, April.
    4. Adler, Nicole & Friedman, Lea & Sinuany-Stern, Zilla, 2002. "Review of ranking methods in the data envelopment analysis context," European Journal of Operational Research, Elsevier, vol. 140(2), pages 249-265, July.
    5. María Victoria Uribe‐Bohorquez & Jennifer Martínez‐Ferrero & Isabel‐María García‐Sánchez, 2019. "Women on boards and efficiency in a business‐orientated environment," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 26(1), pages 82-96, January.
    6. Harald Dyckhoff & Katrin Allen, 1999. "Theoretische Begründung einer Effizienzanalyse mittels Data Envelopment Analysis (DEA)," Schmalenbach Journal of Business Research, Springer, vol. 51(5), pages 411-436, May.
    7. Pahlavan, Reza & Omid, Mahmoud & Akram, Asadollah, 2011. "Energy use efficiency in greenhouse tomato production in Iran," Energy, Elsevier, vol. 36(12), pages 6714-6719.
    8. Miguel SARMIENTOO & Andrés CEPEDA & Hernando MUTIS & Juan F. PÉREZ, 2013. "Nueva Evidencia sobre la Eficiencia de la Banca," Archivos de Economía 10705, Departamento Nacional de Planeación.
    9. Chang, Hsi-Hui, 1998. "Determinants of Hospital Efficiency: the Case of Central Government-owned Hospitals in Taiwan," Omega, Elsevier, vol. 26(2), pages 307-317, April.
    10. Lovell, C. A. Knox & Pastor, Jesus T., 1999. "Radial DEA models without inputs or without outputs," European Journal of Operational Research, Elsevier, vol. 118(1), pages 46-51, October.
    11. Rødseth, Kenneth Løvold, 2023. "Shadow pricing of electricity generation using stochastic and deterministic materials balance models," Applied Energy, Elsevier, vol. 341(C).
    12. Eugénia de Matos Pedro & João Leitão & Helena Alves, 2021. "HEI Efficiency and Quality of Life: Seeding the Pro-Sustainability Efficiency," Sustainability, MDPI, vol. 13(2), pages 1-25, January.
    13. Gokben Cevikcan & Oktay Tas, 2022. "Risk-Oriented Efficiency Assessment within the Level of Capitalization for Financial Institutions: Evidence from Turkish Securities Firms," IJFS, MDPI, vol. 10(4), pages 1-30, November.
    14. Zaiwu Gong & Xiaoqing Chen, 2017. "Analysis of Interval Data Envelopment Efficiency Model Considering Different Distribution Characteristics—Based on Environmental Performance Evaluation of the Manufacturing Industry," Sustainability, MDPI, vol. 9(12), pages 1-25, November.
    15. Fedderke, Johannes W., 2018. "Exploring unbalanced growth: Understanding the sectoral structure of the South African economy," Economic Modelling, Elsevier, vol. 72(C), pages 177-189.
    16. Luis R. Murillo-Zamorano & Juan Vega-Cervera, "undated". "The Use of Parametric and Non Parametric Frontier Methods to Measure the Productive Efficiency in the Industrial Sector. A Comparative Study," Discussion Papers 00/17, Department of Economics, University of York.
    17. Li, Yongjun & Yang, Feng & Liang, Liang & Hua, Zhongsheng, 2009. "Allocating the fixed cost as a complement of other cost inputs: A DEA approach," European Journal of Operational Research, Elsevier, vol. 197(1), pages 389-401, August.
    18. Zhang, Bin & Lu, Danting & He, Yan & Chiu, Yung-ho, 2018. "The efficiencies of resource-saving and environment: A case study based on Chinese cities," Energy, Elsevier, vol. 150(C), pages 493-507.
    19. Yung-ho Chiu & Chin-wei Huang & Chung-te Ting, 2012. "A non-radial measure of different systems for Taiwanese tourist hotels’ efficiency assessment," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 20(1), pages 45-63, March.
    20. Mao, Weining & Koo, Won W., 1996. "Productivity Growth, Technology Progress, And Efficiency Change In Chinese Agricultural Production From 1984 To 1993," Agricultural Economics Reports 23442, North Dakota State University, Department of Agribusiness and Applied Economics.

    More about this item

    Keywords

    Agriculture; Agricultural productivity; Regression analysis; Data Envelopment Analysis; Sub-Saharan Africa;
    All these keywords.

    JEL classification:

    • M1 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration
    • M2 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Economics

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:snopef:v:4:y:2023:i:2:d:10.1007_s43069-023-00219-2. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.